{
 "cells": [
  {
   "cell_type": "code",
   "id": "initial_id",
   "metadata": {
    "collapsed": true,
    "ExecuteTime": {
     "end_time": "2024-09-22T13:57:51.542494Z",
     "start_time": "2024-09-22T13:57:51.528877Z"
    }
   },
   "source": [
    "import pandas as pd\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "import seaborn as sns\n",
    "\n",
    "# 显示中文及负号\n",
    "plt.rcParams['font.sans-serif'] = ['SimHei']\n",
    "plt.rcParams['axes.unicode_minus'] =False"
   ],
   "outputs": [],
   "execution_count": 1
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2024-09-22T13:57:51.558279Z",
     "start_time": "2024-09-22T13:57:51.544918Z"
    }
   },
   "cell_type": "code",
   "source": [
    "# 读取数据\n",
    "file_path = '../2024年中国研究生数学建模竞赛赛题/C题/附件一（训练集）.xlsx'\n",
    "sheet_names = ['材料1', '材料2', '材料3', '材料4']\n",
    "\n",
    "\n",
    "dfs = []\n",
    "for i in range(len(sheet_names)):\n",
    "    df = pd.read_excel(file_path, sheet_name=sheet_names[i])\n",
    "    df['磁芯材料'] = i+1\n",
    "    dfs.append(df)\n",
    "\n",
    "# 合并为一个DataFrame\n",
    "combined_df = pd.concat(dfs, ignore_index=True)\n"
   ],
   "id": "e053cbec8778850a",
   "outputs": [],
   "execution_count": 2
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2024-09-22T13:57:51.573064Z",
     "start_time": "2024-09-22T13:57:51.562839Z"
    }
   },
   "cell_type": "code",
   "source": [
    "def data_process(df):\n",
    "    # 删除空值行\n",
    "    df.dropna(inplace=True)\n",
    "    # # 删除异常值\n",
    "    # df = df[(50000 <= df['频率，Hz']) & (df['频率，Hz'] <= 500000)]\n",
    "\n",
    "    # 使用map()方法将列中的值映射到新值\n",
    "    # 1表示正弦波，2表示三角波，3表示梯形波\n",
    "    mapping_dict = {\n",
    "        '正弦波': 1,\n",
    "        '三角波': 2,\n",
    "        '梯形波': 3\n",
    "    }\n",
    "\n",
    "    df['励磁波形'] = df['励磁波形'].map(mapping_dict)\n",
    "    return df\n",
    "\n",
    "mapped_data = data_process(combined_df)"
   ],
   "id": "75e87617c06ff807",
   "outputs": [],
   "execution_count": 3
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2024-09-22T13:57:51.588827Z",
     "start_time": "2024-09-22T13:57:51.577545Z"
    }
   },
   "cell_type": "code",
   "source": "df = mapped_data.iloc[:, [0, 3, -1, 2]]",
   "id": "b6573613cb8a2808",
   "outputs": [],
   "execution_count": 4
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2024-09-22T13:57:51.604921Z",
     "start_time": "2024-09-22T13:57:51.592869Z"
    }
   },
   "cell_type": "code",
   "source": "df.to_excel('../data/Q3_data.xlsx', index=False)",
   "id": "aa7d87d4bdc41c03",
   "outputs": [],
   "execution_count": 5
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2024-09-22T13:57:52.506248Z",
     "start_time": "2024-09-22T13:57:51.605945Z"
    }
   },
   "cell_type": "code",
   "source": "# df = pd.read_excel('../data/Q3_data.xlsx')",
   "id": "68411746b545e980",
   "outputs": [],
   "execution_count": 6
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2024-09-22T13:57:53.737947Z",
     "start_time": "2024-09-22T13:57:52.507680Z"
    }
   },
   "cell_type": "code",
   "source": [
    "# 绘制温度与磁芯损耗的小提琴图\n",
    "plt.figure(figsize=(10, 6))\n",
    "sns.violinplot(x='温度，oC', y='磁芯损耗，w/m3', data=df)\n",
    "# 计算平均值和中位数\n",
    "mean_temp = df.groupby('温度，oC')['磁芯损耗，w/m3'].mean().reset_index()\n",
    "median_temp = df.groupby('温度，oC')['磁芯损耗，w/m3'].median().reset_index()\n",
    "# 添加平均值和中位数\n",
    "sns.pointplot(x='温度，oC', y='磁芯损耗，w/m3', data=mean_temp, color='red', label='平均损耗', markers='o', scale=0.6)\n",
    "sns.pointplot(x='温度，oC', y='磁芯损耗，w/m3', data=median_temp, color='blue', label='中位数损耗', markers='s', scale=0.6)\n",
    "plt.title('温度与磁芯损耗的关系')\n",
    "plt.xlabel('温度 (°C)')\n",
    "plt.ylabel('磁芯损耗 (w/m3)')\n",
    "plt.grid(True)\n",
    "plt.legend()\n",
    "plt.savefig('../img/温度与磁芯损耗的关系.png')\n",
    "plt.show()\n",
    "\n",
    "# 绘制励磁波形与磁芯损耗的小提琴图\n",
    "plt.figure(figsize=(10, 6))\n",
    "sns.violinplot(x='励磁波形', y='磁芯损耗，w/m3', data=df)\n",
    "# 计算平均值和中位数\n",
    "mean_waveform = df.groupby('励磁波形')['磁芯损耗，w/m3'].mean().reset_index()\n",
    "median_waveform = df.groupby('励磁波形')['磁芯损耗，w/m3'].median().reset_index()\n",
    "# 添加平均值和中位数\n",
    "sns.pointplot(x='励磁波形', y='磁芯损耗，w/m3', data=mean_waveform, color='red', label='平均损耗', markers='o', scale=0.6)\n",
    "sns.pointplot(x='励磁波形', y='磁芯损耗，w/m3', data=median_waveform, color='blue', label='中位数损耗', markers='s', scale=0.6)\n",
    "plt.title('励磁波形与磁芯损耗的关系')\n",
    "plt.xlabel('励磁波形')\n",
    "plt.ylabel('磁芯损耗 (w/m3)')\n",
    "plt.grid(True)\n",
    "plt.legend()\n",
    "plt.savefig('../img/励磁波形与磁芯损耗的关系.png')\n",
    "plt.show()\n",
    "\n",
    "# 绘制磁芯材料与磁芯损耗的小提琴图\n",
    "plt.figure(figsize=(10, 6))\n",
    "sns.violinplot(x='磁芯材料', y='磁芯损耗，w/m3', data=df)\n",
    "# 计算平均值和中位数\n",
    "mean_data = df.groupby('磁芯材料')['磁芯损耗，w/m3'].mean().reset_index()\n",
    "median_data = df.groupby('磁芯材料')['磁芯损耗，w/m3'].median().reset_index()\n",
    "# 添加平均值和中位数\n",
    "sns.pointplot(x='磁芯材料', y='磁芯损耗，w/m3', data=mean_data, color='red', label='平均损耗', markers='o', scale=0.6)\n",
    "sns.pointplot(x='磁芯材料', y='磁芯损耗，w/m3', data=median_data, color='blue', label='中位数损耗', markers='s', scale=0.6)\n",
    "plt.title('磁芯材料与磁芯损耗的关系')\n",
    "plt.xlabel('磁芯材料')\n",
    "plt.ylabel('磁芯损耗 (w/m3)')\n",
    "plt.grid(True)\n",
    "plt.legend()\n",
    "plt.savefig('../img/磁芯材料与磁芯损耗的关系.png')\n",
    "plt.show()"
   ],
   "id": "15bd1fc5c0caab7b",
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Figure size 1000x600 with 1 Axes>"
      ],
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "<Figure size 1000x600 with 1 Axes>"
      ],
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "<Figure size 1000x600 with 1 Axes>"
      ],
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "execution_count": 7
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2024-09-22T13:57:53.753953Z",
     "start_time": "2024-09-22T13:57:53.739358Z"
    }
   },
   "cell_type": "code",
   "source": [
    "import warnings\n",
    "warnings.filterwarnings('ignore')"
   ],
   "id": "727aebc88e2c61f9",
   "outputs": [],
   "execution_count": 8
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2024-09-22T13:57:56.138964Z",
     "start_time": "2024-09-22T13:57:53.755139Z"
    }
   },
   "cell_type": "code",
   "source": [
    "# 温度与励磁波形\n",
    "plt.figure(figsize=(10, 6))\n",
    "sns.lineplot(x='温度，oC', y='磁芯损耗，w/m3', hue='励磁波形', data=df, marker=\"o\")\n",
    "plt.title('温度和励磁波形对磁芯损耗的影响')\n",
    "plt.savefig('../img/温度和励磁波形对磁芯损耗的影响.png')\n",
    "plt.show()\n",
    "\n",
    "# 温度与磁芯材料\n",
    "plt.figure(figsize=(10, 6))\n",
    "sns.lineplot(x='温度，oC', y='磁芯损耗，w/m3', hue='磁芯材料', data=df, marker=\"o\")\n",
    "plt.title('温度和磁芯材料对磁芯损耗的影响')\n",
    "plt.savefig('../img/温度和磁芯材料对磁芯损耗的影响.png')\n",
    "plt.show()\n",
    "\n",
    "# 磁芯材料和励磁波形\n",
    "plt.figure(figsize=(10, 6))\n",
    "sns.lineplot(x='磁芯材料', y='磁芯损耗，w/m3', hue='励磁波形', data=df, marker=\"o\")\n",
    "plt.title('磁芯材料和励磁波形对磁芯损耗的影响')\n",
    "plt.savefig('../img/磁芯材料和励磁波形对磁芯损耗的影响.png')\n",
    "plt.show()"
   ],
   "id": "cbedb3239a529dd7",
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Figure size 1000x600 with 1 Axes>"
      ],
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "<Figure size 1000x600 with 1 Axes>"
      ],
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "<Figure size 1000x600 with 1 Axes>"
      ],
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "execution_count": 9
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2024-09-22T13:57:56.452795Z",
     "start_time": "2024-09-22T13:57:56.141449Z"
    }
   },
   "cell_type": "code",
   "source": [
    "from statsmodels.formula.api import ols\n",
    "from statsmodels.stats.anova import anova_lm\n",
    "# 重命名列为英文，便于操作\n",
    "df.columns = ['Temperature', 'Waveform', 'Material', 'CoreLoss']\n",
    "# 构建带有交互项的方差分析模型\n",
    "interaction_model = ols('CoreLoss ~ C(Temperature) * C(Waveform) * C(Material)', data=df).fit()\n",
    "\n",
    "# 进行方差分析，查看交互效应\n",
    "interaction_anova_results = anova_lm(interaction_model)\n",
    "\n",
    "interaction_anova_results"
   ],
   "id": "3cf46891bfd58bd6",
   "outputs": [
    {
     "data": {
      "text/plain": [
       "                                             df        sum_sq       mean_sq  \\\n",
       "C(Temperature)                              3.0  7.513337e+12  2.504446e+12   \n",
       "C(Waveform)                                 2.0  7.677357e+13  3.838679e+13   \n",
       "C(Material)                                 3.0  4.222678e+13  1.407559e+13   \n",
       "C(Temperature):C(Waveform)                  6.0  1.877707e+12  3.129512e+11   \n",
       "C(Temperature):C(Material)                  9.0  9.309102e+11  1.034345e+11   \n",
       "C(Waveform):C(Material)                     6.0  1.224392e+13  2.040653e+12   \n",
       "C(Temperature):C(Waveform):C(Material)     18.0  8.552217e+11  4.751231e+10   \n",
       "Residual                                12352.0  1.613578e+15  1.306329e+11   \n",
       "\n",
       "                                                 F         PR(>F)  \n",
       "C(Temperature)                           19.171628   2.128132e-12  \n",
       "C(Waveform)                             293.852334  2.111477e-125  \n",
       "C(Material)                             107.749214   7.292348e-69  \n",
       "C(Temperature):C(Waveform)                2.395653   2.578602e-02  \n",
       "C(Temperature):C(Material)                0.791795   6.239906e-01  \n",
       "C(Waveform):C(Material)                  15.621276   5.983346e-18  \n",
       "C(Temperature):C(Waveform):C(Material)    0.363709   9.934087e-01  \n",
       "Residual                                       NaN            NaN  "
      ],
      "text/html": [
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       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>df</th>\n",
       "      <th>sum_sq</th>\n",
       "      <th>mean_sq</th>\n",
       "      <th>F</th>\n",
       "      <th>PR(&gt;F)</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>C(Temperature)</th>\n",
       "      <td>3.0</td>\n",
       "      <td>7.513337e+12</td>\n",
       "      <td>2.504446e+12</td>\n",
       "      <td>19.171628</td>\n",
       "      <td>2.128132e-12</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>C(Waveform)</th>\n",
       "      <td>2.0</td>\n",
       "      <td>7.677357e+13</td>\n",
       "      <td>3.838679e+13</td>\n",
       "      <td>293.852334</td>\n",
       "      <td>2.111477e-125</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>C(Material)</th>\n",
       "      <td>3.0</td>\n",
       "      <td>4.222678e+13</td>\n",
       "      <td>1.407559e+13</td>\n",
       "      <td>107.749214</td>\n",
       "      <td>7.292348e-69</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>C(Temperature):C(Waveform)</th>\n",
       "      <td>6.0</td>\n",
       "      <td>1.877707e+12</td>\n",
       "      <td>3.129512e+11</td>\n",
       "      <td>2.395653</td>\n",
       "      <td>2.578602e-02</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>C(Temperature):C(Material)</th>\n",
       "      <td>9.0</td>\n",
       "      <td>9.309102e+11</td>\n",
       "      <td>1.034345e+11</td>\n",
       "      <td>0.791795</td>\n",
       "      <td>6.239906e-01</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>C(Waveform):C(Material)</th>\n",
       "      <td>6.0</td>\n",
       "      <td>1.224392e+13</td>\n",
       "      <td>2.040653e+12</td>\n",
       "      <td>15.621276</td>\n",
       "      <td>5.983346e-18</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>C(Temperature):C(Waveform):C(Material)</th>\n",
       "      <td>18.0</td>\n",
       "      <td>8.552217e+11</td>\n",
       "      <td>4.751231e+10</td>\n",
       "      <td>0.363709</td>\n",
       "      <td>9.934087e-01</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Residual</th>\n",
       "      <td>12352.0</td>\n",
       "      <td>1.613578e+15</td>\n",
       "      <td>1.306329e+11</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "execution_count": 10
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2024-09-24T18:15:36.286735Z",
     "start_time": "2024-09-24T18:15:34.646605Z"
    }
   },
   "cell_type": "code",
   "source": [
    "import optuna\n",
    "import pandas as pd\n",
    "df = pd.read_excel('../data/Q3_data.xlsx')\n",
    "df.columns = ['Temperature', 'Waveform', 'Material', 'CoreLoss']\n",
    "\n",
    "def objective(trial):\n",
    "    temperature = trial.suggest_categorical('Temperature', df['Temperature'].unique())\n",
    "    waveform = trial.suggest_categorical('Waveform', df['Waveform'].unique())\n",
    "    material = trial.suggest_categorical('Material', df['Material'].unique())\n",
    "    \n",
    "    # 计算损耗\n",
    "    mean_loss = df[(df['Temperature'] == temperature) & \n",
    "                   (df['Waveform'] == waveform) & \n",
    "                   (df['Material'] == material)]['CoreLoss'].mean()\n",
    "    min_loss = df[(df['Temperature'] == temperature) & \n",
    "                   (df['Waveform'] == waveform) & \n",
    "                   (df['Material'] == material)]['CoreLoss'].min()\n",
    "\n",
    "    # 返回损耗\n",
    "    return mean_loss, min_loss\n",
    "\n",
    "# 创建一个多目标优化study对象\n",
    "study = optuna.create_study(directions=['minimize', 'minimize'])\n",
    "\n",
    "# 执行优化过程\n",
    "study.optimize(objective, n_trials=150)\n",
    "\n",
    "printed_params = set()\n",
    "print(\"可能的最优条件:\")\n",
    "for trial in study.best_trials:\n",
    "    # 将参数转换为可哈希的元组\n",
    "    params_tuple = tuple(sorted((k, v) for k, v in trial.params.items()))\n",
    "\n",
    "    # 如果这个参数组合还没有被打印过，则打印它\n",
    "    if params_tuple not in printed_params:\n",
    "        printed_params.add(params_tuple)\n",
    "        print(\"  Value: \", trial.values)\n",
    "        print(\"  Params: \")\n",
    "        for key, value in trial.params.items():\n",
    "            print(f\"    {key}: {value}\")\n"
   ],
   "id": "f8cb5a300fdc55b5",
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "[I 2024-09-25 02:15:35,469] A new study created in memory with name: no-name-13241880-fc09-4e1b-9104-5a637a4e2ddb\n",
      "D:\\anaconda3\\envs\\Math\\lib\\site-packages\\optuna\\distributions.py:524: UserWarning: Choices for a categorical distribution should be a tuple of None, bool, int, float and str for persistent storage but contains 25 which is of type int64.\n",
      "  warnings.warn(message)\n",
      "D:\\anaconda3\\envs\\Math\\lib\\site-packages\\optuna\\distributions.py:524: UserWarning: Choices for a categorical distribution should be a tuple of None, bool, int, float and str for persistent storage but contains 50 which is of type int64.\n",
      "  warnings.warn(message)\n",
      "D:\\anaconda3\\envs\\Math\\lib\\site-packages\\optuna\\distributions.py:524: UserWarning: Choices for a categorical distribution should be a tuple of None, bool, int, float and str for persistent storage but contains 70 which is of type int64.\n",
      "  warnings.warn(message)\n",
      "D:\\anaconda3\\envs\\Math\\lib\\site-packages\\optuna\\distributions.py:524: UserWarning: Choices for a categorical distribution should be a tuple of None, bool, int, float and str for persistent storage but contains 90 which is of type int64.\n",
      "  warnings.warn(message)\n",
      "D:\\anaconda3\\envs\\Math\\lib\\site-packages\\optuna\\distributions.py:524: UserWarning: Choices for a categorical distribution should be a tuple of None, bool, int, float and str for persistent storage but contains 1 which is of type int64.\n",
      "  warnings.warn(message)\n",
      "D:\\anaconda3\\envs\\Math\\lib\\site-packages\\optuna\\distributions.py:524: UserWarning: Choices for a categorical distribution should be a tuple of None, bool, int, float and str for persistent storage but contains 2 which is of type int64.\n",
      "  warnings.warn(message)\n",
      "D:\\anaconda3\\envs\\Math\\lib\\site-packages\\optuna\\distributions.py:524: UserWarning: Choices for a categorical distribution should be a tuple of None, bool, int, float and str for persistent storage but contains 3 which is of type int64.\n",
      "  warnings.warn(message)\n",
      "D:\\anaconda3\\envs\\Math\\lib\\site-packages\\optuna\\distributions.py:524: UserWarning: Choices for a categorical distribution should be a tuple of None, bool, int, float and str for persistent storage but contains 4 which is of type int64.\n",
      "  warnings.warn(message)\n",
      "[I 2024-09-25 02:15:35,475] Trial 0 finished with values: [118329.18898064837, 815.8347314] and parameters: {'Temperature': 70, 'Waveform': 3, 'Material': 4}.\n",
      "[I 2024-09-25 02:15:35,481] Trial 1 finished with values: [249337.24083648497, 1509.916135] and parameters: {'Temperature': 70, 'Waveform': 3, 'Material': 2}.\n",
      "[I 2024-09-25 02:15:35,485] Trial 2 finished with values: [355257.73691867135, 2140.008691] and parameters: {'Temperature': 25, 'Waveform': 3, 'Material': 2}.\n",
      "[I 2024-09-25 02:15:35,491] Trial 3 finished with values: [249337.24083648497, 1509.916135] and parameters: {'Temperature': 70, 'Waveform': 3, 'Material': 2}.\n",
      "[I 2024-09-25 02:15:35,498] Trial 4 finished with values: [103356.24723187007, 859.5576205] and parameters: {'Temperature': 50, 'Waveform': 1, 'Material': 3}.\n",
      "[I 2024-09-25 02:15:35,504] Trial 5 finished with values: [128955.30603209183, 1258.578548] and parameters: {'Temperature': 25, 'Waveform': 1, 'Material': 3}.\n",
      "[I 2024-09-25 02:15:35,510] Trial 6 finished with values: [130724.67934186377, 1269.164465] and parameters: {'Temperature': 50, 'Waveform': 2, 'Material': 4}.\n",
      "[I 2024-09-25 02:15:35,514] Trial 7 finished with values: [46663.65082814025, 836.0171372] and parameters: {'Temperature': 50, 'Waveform': 1, 'Material': 4}.\n",
      "[I 2024-09-25 02:15:35,520] Trial 8 finished with values: [353424.0475729928, 2847.831469] and parameters: {'Temperature': 50, 'Waveform': 3, 'Material': 3}.\n",
      "[I 2024-09-25 02:15:35,525] Trial 9 finished with values: [133503.3573683321, 1114.703914] and parameters: {'Temperature': 25, 'Waveform': 1, 'Material': 1}.\n",
      "[I 2024-09-25 02:15:35,531] Trial 10 finished with values: [234925.9580819328, 2213.649822] and parameters: {'Temperature': 50, 'Waveform': 2, 'Material': 1}.\n",
      "[I 2024-09-25 02:15:35,535] Trial 11 finished with values: [307709.7506975278, 2769.697237] and parameters: {'Temperature': 90, 'Waveform': 2, 'Material': 2}.\n",
      "[I 2024-09-25 02:15:35,542] Trial 12 finished with values: [74524.82807953733, 739.3340863] and parameters: {'Temperature': 70, 'Waveform': 1, 'Material': 3}.\n",
      "[I 2024-09-25 02:15:35,546] Trial 13 finished with values: [294517.4559846237, 2746.877893] and parameters: {'Temperature': 90, 'Waveform': 3, 'Material': 3}.\n",
      "[I 2024-09-25 02:15:35,552] Trial 14 finished with values: [169289.49858438395, 2297.048788] and parameters: {'Temperature': 70, 'Waveform': 3, 'Material': 1}.\n",
      "[I 2024-09-25 02:15:35,557] Trial 15 finished with values: [48728.83380908066, 960.6041961] and parameters: {'Temperature': 25, 'Waveform': 1, 'Material': 4}.\n",
      "[I 2024-09-25 02:15:35,564] Trial 16 finished with values: [257622.88875771363, 1413.274391] and parameters: {'Temperature': 90, 'Waveform': 3, 'Material': 2}.\n",
      "[I 2024-09-25 02:15:35,570] Trial 17 finished with values: [387235.4595542724, 2905.378993] and parameters: {'Temperature': 25, 'Waveform': 2, 'Material': 3}.\n",
      "[I 2024-09-25 02:15:35,575] Trial 18 finished with values: [102800.54743310701, 860.7206848] and parameters: {'Temperature': 90, 'Waveform': 3, 'Material': 4}.\n",
      "[I 2024-09-25 02:15:35,583] Trial 19 finished with values: [162811.75633828877, 2231.089851] and parameters: {'Temperature': 90, 'Waveform': 3, 'Material': 1}.\n",
      "[I 2024-09-25 02:15:35,591] Trial 20 finished with values: [197093.4918460088, 2186.297222] and parameters: {'Temperature': 70, 'Waveform': 2, 'Material': 1}.\n",
      "[I 2024-09-25 02:15:35,596] Trial 21 finished with values: [134766.13538756964, 1067.534274] and parameters: {'Temperature': 90, 'Waveform': 2, 'Material': 4}.\n",
      "[I 2024-09-25 02:15:35,600] Trial 22 finished with values: [75470.76073385192, 415.6131139] and parameters: {'Temperature': 90, 'Waveform': 1, 'Material': 2}.\n",
      "[I 2024-09-25 02:15:35,608] Trial 23 finished with values: [419505.9936792202, 2918.915724] and parameters: {'Temperature': 25, 'Waveform': 3, 'Material': 3}.\n",
      "[I 2024-09-25 02:15:35,612] Trial 24 finished with values: [74524.82807953733, 739.3340863] and parameters: {'Temperature': 70, 'Waveform': 1, 'Material': 3}.\n",
      "[I 2024-09-25 02:15:35,623] Trial 25 finished with values: [323474.82364322385, 2786.063702] and parameters: {'Temperature': 70, 'Waveform': 3, 'Material': 3}.\n",
      "[I 2024-09-25 02:15:35,629] Trial 26 finished with values: [294517.4559846237, 2746.877893] and parameters: {'Temperature': 90, 'Waveform': 3, 'Material': 3}.\n",
      "[I 2024-09-25 02:15:35,634] Trial 27 finished with values: [307709.7506975278, 2769.697237] and parameters: {'Temperature': 90, 'Waveform': 2, 'Material': 2}.\n",
      "[I 2024-09-25 02:15:35,638] Trial 28 finished with values: [355257.73691867135, 2140.008691] and parameters: {'Temperature': 25, 'Waveform': 3, 'Material': 2}.\n",
      "[I 2024-09-25 02:15:35,641] Trial 29 finished with values: [415553.84047096316, 2851.45708] and parameters: {'Temperature': 25, 'Waveform': 2, 'Material': 2}.\n",
      "[I 2024-09-25 02:15:35,644] Trial 30 finished with values: [328612.6627373962, 2742.611034] and parameters: {'Temperature': 50, 'Waveform': 2, 'Material': 2}.\n",
      "[I 2024-09-25 02:15:35,648] Trial 31 finished with values: [307709.7506975278, 2769.697237] and parameters: {'Temperature': 90, 'Waveform': 2, 'Material': 2}.\n",
      "[I 2024-09-25 02:15:35,653] Trial 32 finished with values: [128955.30603209183, 1258.578548] and parameters: {'Temperature': 25, 'Waveform': 1, 'Material': 3}.\n",
      "[I 2024-09-25 02:15:35,657] Trial 33 finished with values: [353424.0475729928, 2847.831469] and parameters: {'Temperature': 50, 'Waveform': 3, 'Material': 3}.\n",
      "[I 2024-09-25 02:15:35,660] Trial 34 finished with values: [307709.7506975278, 2769.697237] and parameters: {'Temperature': 90, 'Waveform': 2, 'Material': 2}.\n",
      "[I 2024-09-25 02:15:35,667] Trial 35 finished with values: [153636.2660256562, 1507.039199] and parameters: {'Temperature': 25, 'Waveform': 2, 'Material': 4}.\n",
      "[I 2024-09-25 02:15:35,671] Trial 36 finished with values: [197093.4918460088, 2186.297222] and parameters: {'Temperature': 70, 'Waveform': 2, 'Material': 1}.\n",
      "[I 2024-09-25 02:15:35,676] Trial 37 finished with values: [133503.3573683321, 1114.703914] and parameters: {'Temperature': 25, 'Waveform': 1, 'Material': 1}.\n",
      "[I 2024-09-25 02:15:35,681] Trial 38 finished with values: [97629.32757754852, 820.2093934] and parameters: {'Temperature': 90, 'Waveform': 1, 'Material': 3}.\n",
      "[I 2024-09-25 02:15:35,685] Trial 39 finished with values: [197642.7238300776, 2391.714123] and parameters: {'Temperature': 50, 'Waveform': 3, 'Material': 1}.\n",
      "[I 2024-09-25 02:15:35,689] Trial 40 finished with values: [307549.7380856785, 1552.184181] and parameters: {'Temperature': 50, 'Waveform': 3, 'Material': 2}.\n",
      "[I 2024-09-25 02:15:35,694] Trial 41 finished with values: [162811.75633828877, 2231.089851] and parameters: {'Temperature': 90, 'Waveform': 3, 'Material': 1}.\n",
      "[I 2024-09-25 02:15:35,699] Trial 42 finished with values: [130724.67934186377, 1269.164465] and parameters: {'Temperature': 50, 'Waveform': 2, 'Material': 4}.\n",
      "[I 2024-09-25 02:15:35,702] Trial 43 finished with values: [111256.32090298299, 1214.04695] and parameters: {'Temperature': 25, 'Waveform': 1, 'Material': 2}.\n",
      "[I 2024-09-25 02:15:35,706] Trial 44 finished with values: [75470.76073385192, 415.6131139] and parameters: {'Temperature': 90, 'Waveform': 1, 'Material': 2}.\n",
      "[I 2024-09-25 02:15:35,712] Trial 45 finished with values: [88388.41725469434, 684.0462375] and parameters: {'Temperature': 70, 'Waveform': 1, 'Material': 1}.\n",
      "[I 2024-09-25 02:15:35,717] Trial 46 finished with values: [169289.49858438395, 2297.048788] and parameters: {'Temperature': 70, 'Waveform': 3, 'Material': 1}.\n",
      "[I 2024-09-25 02:15:35,721] Trial 47 finished with values: [130724.67934186377, 1269.164465] and parameters: {'Temperature': 50, 'Waveform': 2, 'Material': 4}.\n",
      "[I 2024-09-25 02:15:35,725] Trial 48 finished with values: [387235.4595542724, 2905.378993] and parameters: {'Temperature': 25, 'Waveform': 2, 'Material': 3}.\n",
      "[I 2024-09-25 02:15:35,732] Trial 49 finished with values: [97629.32757754852, 820.2093934] and parameters: {'Temperature': 90, 'Waveform': 1, 'Material': 3}.\n",
      "[I 2024-09-25 02:15:35,737] Trial 50 finished with values: [305269.92635750386, 2730.646581] and parameters: {'Temperature': 70, 'Waveform': 2, 'Material': 3}.\n",
      "[I 2024-09-25 02:15:35,743] Trial 51 finished with values: [353424.0475729928, 2847.831469] and parameters: {'Temperature': 50, 'Waveform': 3, 'Material': 3}.\n",
      "[I 2024-09-25 02:15:35,747] Trial 52 finished with values: [307709.7506975278, 2769.697237] and parameters: {'Temperature': 90, 'Waveform': 2, 'Material': 2}.\n",
      "[I 2024-09-25 02:15:35,753] Trial 53 finished with values: [103356.24723187007, 859.5576205] and parameters: {'Temperature': 50, 'Waveform': 1, 'Material': 3}.\n",
      "[I 2024-09-25 02:15:35,761] Trial 54 finished with values: [103356.24723187007, 859.5576205] and parameters: {'Temperature': 50, 'Waveform': 1, 'Material': 3}.\n",
      "[I 2024-09-25 02:15:35,767] Trial 55 finished with values: [229097.55578871432, 1813.318747] and parameters: {'Temperature': 25, 'Waveform': 3, 'Material': 4}.\n",
      "[I 2024-09-25 02:15:35,771] Trial 56 finished with values: [353424.0475729928, 2847.831469] and parameters: {'Temperature': 50, 'Waveform': 3, 'Material': 3}.\n",
      "[I 2024-09-25 02:15:35,778] Trial 57 finished with values: [134766.13538756964, 1067.534274] and parameters: {'Temperature': 90, 'Waveform': 2, 'Material': 4}.\n",
      "[I 2024-09-25 02:15:35,782] Trial 58 finished with values: [355257.73691867135, 2140.008691] and parameters: {'Temperature': 25, 'Waveform': 3, 'Material': 2}.\n",
      "[I 2024-09-25 02:15:35,786] Trial 59 finished with values: [142064.0964705468, 1556.053865] and parameters: {'Temperature': 70, 'Waveform': 2, 'Material': 4}.\n",
      "[I 2024-09-25 02:15:35,791] Trial 60 finished with values: [48728.83380908066, 960.6041961] and parameters: {'Temperature': 25, 'Waveform': 1, 'Material': 4}.\n",
      "[I 2024-09-25 02:15:35,796] Trial 61 finished with values: [80530.46306691802, 466.5996296] and parameters: {'Temperature': 70, 'Waveform': 1, 'Material': 2}.\n",
      "[I 2024-09-25 02:15:35,800] Trial 62 finished with values: [323474.82364322385, 2786.063702] and parameters: {'Temperature': 70, 'Waveform': 3, 'Material': 3}.\n",
      "[I 2024-09-25 02:15:35,805] Trial 63 finished with values: [197093.4918460088, 2186.297222] and parameters: {'Temperature': 70, 'Waveform': 2, 'Material': 1}.\n",
      "[I 2024-09-25 02:15:35,810] Trial 64 finished with values: [48728.83380908066, 960.6041961] and parameters: {'Temperature': 25, 'Waveform': 1, 'Material': 4}.\n",
      "[I 2024-09-25 02:15:35,814] Trial 65 finished with values: [307709.7506975278, 2769.697237] and parameters: {'Temperature': 90, 'Waveform': 2, 'Material': 2}.\n",
      "[I 2024-09-25 02:15:35,817] Trial 66 finished with values: [104904.66632831734, 760.6274611] and parameters: {'Temperature': 50, 'Waveform': 1, 'Material': 2}.\n",
      "[I 2024-09-25 02:15:35,822] Trial 67 finished with values: [130724.67934186377, 1269.164465] and parameters: {'Temperature': 50, 'Waveform': 2, 'Material': 4}.\n",
      "[I 2024-09-25 02:15:35,826] Trial 68 finished with values: [130724.67934186377, 1269.164465] and parameters: {'Temperature': 50, 'Waveform': 2, 'Material': 4}.\n",
      "[I 2024-09-25 02:15:35,831] Trial 69 finished with values: [278741.21750804054, 2331.578403] and parameters: {'Temperature': 25, 'Waveform': 2, 'Material': 1}.\n",
      "[I 2024-09-25 02:15:35,835] Trial 70 finished with values: [253270.30024090002, 2548.862964] and parameters: {'Temperature': 25, 'Waveform': 3, 'Material': 1}.\n",
      "[I 2024-09-25 02:15:35,842] Trial 71 finished with values: [130724.67934186377, 1269.164465] and parameters: {'Temperature': 50, 'Waveform': 2, 'Material': 4}.\n",
      "[I 2024-09-25 02:15:35,846] Trial 72 finished with values: [37860.12654050324, 452.2277116] and parameters: {'Temperature': 90, 'Waveform': 1, 'Material': 4}.\n",
      "[I 2024-09-25 02:15:35,852] Trial 73 finished with values: [257622.88875771363, 1413.274391] and parameters: {'Temperature': 90, 'Waveform': 3, 'Material': 2}.\n",
      "[I 2024-09-25 02:15:35,856] Trial 74 finished with values: [103356.24723187007, 859.5576205] and parameters: {'Temperature': 50, 'Waveform': 1, 'Material': 3}.\n",
      "[I 2024-09-25 02:15:35,861] Trial 75 finished with values: [128955.30603209183, 1258.578548] and parameters: {'Temperature': 25, 'Waveform': 1, 'Material': 3}.\n",
      "[I 2024-09-25 02:15:35,865] Trial 76 finished with values: [305269.92635750386, 2730.646581] and parameters: {'Temperature': 70, 'Waveform': 2, 'Material': 3}.\n",
      "[I 2024-09-25 02:15:35,872] Trial 77 finished with values: [307549.7380856785, 1552.184181] and parameters: {'Temperature': 50, 'Waveform': 3, 'Material': 2}.\n",
      "[I 2024-09-25 02:15:35,876] Trial 78 finished with values: [75470.76073385192, 415.6131139] and parameters: {'Temperature': 90, 'Waveform': 1, 'Material': 2}.\n",
      "[I 2024-09-25 02:15:35,880] Trial 79 finished with values: [102800.54743310701, 860.7206848] and parameters: {'Temperature': 90, 'Waveform': 3, 'Material': 4}.\n",
      "[I 2024-09-25 02:15:35,884] Trial 80 finished with values: [118329.18898064837, 815.8347314] and parameters: {'Temperature': 70, 'Waveform': 3, 'Material': 4}.\n",
      "[I 2024-09-25 02:15:35,888] Trial 81 finished with values: [88388.41725469434, 684.0462375] and parameters: {'Temperature': 70, 'Waveform': 1, 'Material': 1}.\n",
      "[I 2024-09-25 02:15:35,892] Trial 82 finished with values: [197093.4918460088, 2186.297222] and parameters: {'Temperature': 70, 'Waveform': 2, 'Material': 1}.\n",
      "[I 2024-09-25 02:15:35,901] Trial 83 finished with values: [307549.7380856785, 1552.184181] and parameters: {'Temperature': 50, 'Waveform': 3, 'Material': 2}.\n",
      "[I 2024-09-25 02:15:35,908] Trial 84 finished with values: [97629.32757754852, 820.2093934] and parameters: {'Temperature': 90, 'Waveform': 1, 'Material': 3}.\n",
      "[I 2024-09-25 02:15:35,911] Trial 85 finished with values: [48728.83380908066, 960.6041961] and parameters: {'Temperature': 25, 'Waveform': 1, 'Material': 4}.\n",
      "[I 2024-09-25 02:15:35,918] Trial 86 finished with values: [37860.12654050324, 452.2277116] and parameters: {'Temperature': 90, 'Waveform': 1, 'Material': 4}.\n",
      "[I 2024-09-25 02:15:35,922] Trial 87 finished with values: [133503.3573683321, 1114.703914] and parameters: {'Temperature': 25, 'Waveform': 1, 'Material': 1}.\n",
      "[I 2024-09-25 02:15:35,927] Trial 88 finished with values: [419505.9936792202, 2918.915724] and parameters: {'Temperature': 25, 'Waveform': 3, 'Material': 3}.\n",
      "[I 2024-09-25 02:15:35,932] Trial 89 finished with values: [134766.13538756964, 1067.534274] and parameters: {'Temperature': 90, 'Waveform': 2, 'Material': 4}.\n",
      "[I 2024-09-25 02:15:35,937] Trial 90 finished with values: [97629.32757754852, 820.2093934] and parameters: {'Temperature': 90, 'Waveform': 1, 'Material': 3}.\n",
      "[I 2024-09-25 02:15:35,943] Trial 91 finished with values: [80530.46306691802, 466.5996296] and parameters: {'Temperature': 70, 'Waveform': 1, 'Material': 2}.\n",
      "[I 2024-09-25 02:15:35,948] Trial 92 finished with values: [257622.88875771363, 1413.274391] and parameters: {'Temperature': 90, 'Waveform': 3, 'Material': 2}.\n",
      "[I 2024-09-25 02:15:35,953] Trial 93 finished with values: [104904.66632831734, 760.6274611] and parameters: {'Temperature': 50, 'Waveform': 1, 'Material': 2}.\n",
      "[I 2024-09-25 02:15:35,957] Trial 94 finished with values: [307709.7506975278, 2769.697237] and parameters: {'Temperature': 90, 'Waveform': 2, 'Material': 2}.\n",
      "[I 2024-09-25 02:15:35,963] Trial 95 finished with values: [294517.4559846237, 2746.877893] and parameters: {'Temperature': 90, 'Waveform': 3, 'Material': 3}.\n",
      "[I 2024-09-25 02:15:35,966] Trial 96 finished with values: [128955.30603209183, 1258.578548] and parameters: {'Temperature': 25, 'Waveform': 1, 'Material': 3}.\n",
      "[I 2024-09-25 02:15:35,970] Trial 97 finished with values: [419505.9936792202, 2918.915724] and parameters: {'Temperature': 25, 'Waveform': 3, 'Material': 3}.\n",
      "[I 2024-09-25 02:15:35,977] Trial 98 finished with values: [307709.7506975278, 2769.697237] and parameters: {'Temperature': 90, 'Waveform': 2, 'Material': 2}.\n",
      "[I 2024-09-25 02:15:35,981] Trial 99 finished with values: [249337.24083648497, 1509.916135] and parameters: {'Temperature': 70, 'Waveform': 3, 'Material': 2}.\n",
      "[I 2024-09-25 02:15:35,986] Trial 100 finished with values: [88388.41725469434, 684.0462375] and parameters: {'Temperature': 70, 'Waveform': 1, 'Material': 1}.\n",
      "[I 2024-09-25 02:15:35,993] Trial 101 finished with values: [75470.76073385192, 415.6131139] and parameters: {'Temperature': 90, 'Waveform': 1, 'Material': 2}.\n",
      "[I 2024-09-25 02:15:35,999] Trial 102 finished with values: [48728.83380908066, 960.6041961] and parameters: {'Temperature': 25, 'Waveform': 1, 'Material': 4}.\n",
      "[I 2024-09-25 02:15:36,008] Trial 103 finished with values: [46663.65082814025, 836.0171372] and parameters: {'Temperature': 50, 'Waveform': 1, 'Material': 4}.\n",
      "[I 2024-09-25 02:15:36,012] Trial 104 finished with values: [103356.24723187007, 859.5576205] and parameters: {'Temperature': 50, 'Waveform': 1, 'Material': 3}.\n",
      "[I 2024-09-25 02:15:36,019] Trial 105 finished with values: [153636.2660256562, 1507.039199] and parameters: {'Temperature': 25, 'Waveform': 2, 'Material': 4}.\n",
      "[I 2024-09-25 02:15:36,024] Trial 106 finished with values: [128955.30603209183, 1258.578548] and parameters: {'Temperature': 25, 'Waveform': 1, 'Material': 3}.\n",
      "[I 2024-09-25 02:15:36,030] Trial 107 finished with values: [197093.4918460088, 2186.297222] and parameters: {'Temperature': 70, 'Waveform': 2, 'Material': 1}.\n",
      "[I 2024-09-25 02:15:36,034] Trial 108 finished with values: [294517.4559846237, 2746.877893] and parameters: {'Temperature': 90, 'Waveform': 3, 'Material': 3}.\n",
      "[I 2024-09-25 02:15:36,041] Trial 109 finished with values: [97629.32757754852, 820.2093934] and parameters: {'Temperature': 90, 'Waveform': 1, 'Material': 3}.\n",
      "[I 2024-09-25 02:15:36,047] Trial 110 finished with values: [128955.30603209183, 1258.578548] and parameters: {'Temperature': 25, 'Waveform': 1, 'Material': 3}.\n",
      "[I 2024-09-25 02:15:36,054] Trial 111 finished with values: [336952.4822085814, 2722.848569] and parameters: {'Temperature': 50, 'Waveform': 2, 'Material': 3}.\n",
      "[I 2024-09-25 02:15:36,059] Trial 112 finished with values: [48728.83380908066, 960.6041961] and parameters: {'Temperature': 25, 'Waveform': 1, 'Material': 4}.\n",
      "[I 2024-09-25 02:15:36,064] Trial 113 finished with values: [153636.2660256562, 1507.039199] and parameters: {'Temperature': 25, 'Waveform': 2, 'Material': 4}.\n",
      "[I 2024-09-25 02:15:36,068] Trial 114 finished with values: [305269.92635750386, 2730.646581] and parameters: {'Temperature': 70, 'Waveform': 2, 'Material': 3}.\n",
      "[I 2024-09-25 02:15:36,075] Trial 115 finished with values: [130724.67934186377, 1269.164465] and parameters: {'Temperature': 50, 'Waveform': 2, 'Material': 4}.\n",
      "[I 2024-09-25 02:15:36,080] Trial 116 finished with values: [88388.41725469434, 684.0462375] and parameters: {'Temperature': 70, 'Waveform': 1, 'Material': 1}.\n",
      "[I 2024-09-25 02:15:36,087] Trial 117 finished with values: [74524.82807953733, 739.3340863] and parameters: {'Temperature': 70, 'Waveform': 1, 'Material': 3}.\n",
      "[I 2024-09-25 02:15:36,091] Trial 118 finished with values: [40432.67082363892, 565.9061736] and parameters: {'Temperature': 70, 'Waveform': 1, 'Material': 4}.\n",
      "[I 2024-09-25 02:15:36,098] Trial 119 finished with values: [88388.41725469434, 684.0462375] and parameters: {'Temperature': 70, 'Waveform': 1, 'Material': 1}.\n",
      "[I 2024-09-25 02:15:36,104] Trial 120 finished with values: [128955.30603209183, 1258.578548] and parameters: {'Temperature': 25, 'Waveform': 1, 'Material': 3}.\n",
      "[I 2024-09-25 02:15:36,110] Trial 121 finished with values: [111256.32090298299, 1214.04695] and parameters: {'Temperature': 25, 'Waveform': 1, 'Material': 2}.\n",
      "[I 2024-09-25 02:15:36,116] Trial 122 finished with values: [102800.54743310701, 860.7206848] and parameters: {'Temperature': 90, 'Waveform': 3, 'Material': 4}.\n",
      "[I 2024-09-25 02:15:36,121] Trial 123 finished with values: [128955.30603209183, 1258.578548] and parameters: {'Temperature': 25, 'Waveform': 1, 'Material': 3}.\n",
      "[I 2024-09-25 02:15:36,126] Trial 124 finished with values: [83048.33998228656, 708.7652037] and parameters: {'Temperature': 90, 'Waveform': 1, 'Material': 1}.\n",
      "[I 2024-09-25 02:15:36,135] Trial 125 finished with values: [97629.32757754852, 820.2093934] and parameters: {'Temperature': 90, 'Waveform': 1, 'Material': 3}.\n",
      "[I 2024-09-25 02:15:36,140] Trial 126 finished with values: [111256.32090298299, 1214.04695] and parameters: {'Temperature': 25, 'Waveform': 1, 'Material': 2}.\n",
      "[I 2024-09-25 02:15:36,145] Trial 127 finished with values: [323474.82364322385, 2786.063702] and parameters: {'Temperature': 70, 'Waveform': 3, 'Material': 3}.\n",
      "[I 2024-09-25 02:15:36,152] Trial 128 finished with values: [253270.30024090002, 2548.862964] and parameters: {'Temperature': 25, 'Waveform': 3, 'Material': 1}.\n",
      "[I 2024-09-25 02:15:36,157] Trial 129 finished with values: [75470.76073385192, 415.6131139] and parameters: {'Temperature': 90, 'Waveform': 1, 'Material': 2}.\n",
      "[I 2024-09-25 02:15:36,163] Trial 130 finished with values: [130724.67934186377, 1269.164465] and parameters: {'Temperature': 50, 'Waveform': 2, 'Material': 4}.\n",
      "[I 2024-09-25 02:15:36,167] Trial 131 finished with values: [102800.54743310701, 860.7206848] and parameters: {'Temperature': 90, 'Waveform': 3, 'Material': 4}.\n",
      "[I 2024-09-25 02:15:36,174] Trial 132 finished with values: [257622.88875771363, 1413.274391] and parameters: {'Temperature': 90, 'Waveform': 3, 'Material': 2}.\n",
      "[I 2024-09-25 02:15:36,180] Trial 133 finished with values: [75470.76073385192, 415.6131139] and parameters: {'Temperature': 90, 'Waveform': 1, 'Material': 2}.\n",
      "[I 2024-09-25 02:15:36,184] Trial 134 finished with values: [97629.32757754852, 820.2093934] and parameters: {'Temperature': 90, 'Waveform': 1, 'Material': 3}.\n",
      "[I 2024-09-25 02:15:36,188] Trial 135 finished with values: [88388.41725469434, 684.0462375] and parameters: {'Temperature': 70, 'Waveform': 1, 'Material': 1}.\n",
      "[I 2024-09-25 02:15:36,194] Trial 136 finished with values: [387235.4595542724, 2905.378993] and parameters: {'Temperature': 25, 'Waveform': 2, 'Material': 3}.\n",
      "[I 2024-09-25 02:15:36,199] Trial 137 finished with values: [101899.67711855663, 739.8215625] and parameters: {'Temperature': 50, 'Waveform': 1, 'Material': 1}.\n",
      "[I 2024-09-25 02:15:36,205] Trial 138 finished with values: [74524.82807953733, 739.3340863] and parameters: {'Temperature': 70, 'Waveform': 1, 'Material': 3}.\n",
      "[I 2024-09-25 02:15:36,211] Trial 139 finished with values: [305269.92635750386, 2730.646581] and parameters: {'Temperature': 70, 'Waveform': 2, 'Material': 3}.\n",
      "[I 2024-09-25 02:15:36,214] Trial 140 finished with values: [88388.41725469434, 684.0462375] and parameters: {'Temperature': 70, 'Waveform': 1, 'Material': 1}.\n",
      "[I 2024-09-25 02:15:36,220] Trial 141 finished with values: [307709.7506975278, 2769.697237] and parameters: {'Temperature': 90, 'Waveform': 2, 'Material': 2}.\n",
      "[I 2024-09-25 02:15:36,226] Trial 142 finished with values: [305269.92635750386, 2730.646581] and parameters: {'Temperature': 70, 'Waveform': 2, 'Material': 3}.\n",
      "[I 2024-09-25 02:15:36,230] Trial 143 finished with values: [153636.2660256562, 1507.039199] and parameters: {'Temperature': 25, 'Waveform': 2, 'Material': 4}.\n",
      "[I 2024-09-25 02:15:36,234] Trial 144 finished with values: [229097.55578871432, 1813.318747] and parameters: {'Temperature': 25, 'Waveform': 3, 'Material': 4}.\n",
      "[I 2024-09-25 02:15:36,242] Trial 145 finished with values: [88388.41725469434, 684.0462375] and parameters: {'Temperature': 70, 'Waveform': 1, 'Material': 1}.\n",
      "[I 2024-09-25 02:15:36,248] Trial 146 finished with values: [97629.32757754852, 820.2093934] and parameters: {'Temperature': 90, 'Waveform': 1, 'Material': 3}.\n",
      "[I 2024-09-25 02:15:36,253] Trial 147 finished with values: [249337.24083648497, 1509.916135] and parameters: {'Temperature': 70, 'Waveform': 3, 'Material': 2}.\n",
      "[I 2024-09-25 02:15:36,259] Trial 148 finished with values: [293533.75453597226, 2595.261246] and parameters: {'Temperature': 70, 'Waveform': 2, 'Material': 2}.\n",
      "[I 2024-09-25 02:15:36,263] Trial 149 finished with values: [97629.32757754852, 820.2093934] and parameters: {'Temperature': 90, 'Waveform': 1, 'Material': 3}.\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "可能的最优条件:\n",
      "  Value:  [75470.76073385192, 415.6131139]\n",
      "  Params: \n",
      "    Temperature: 90\n",
      "    Waveform: 1\n",
      "    Material: 2\n",
      "  Value:  [37860.12654050324, 452.2277116]\n",
      "  Params: \n",
      "    Temperature: 90\n",
      "    Waveform: 1\n",
      "    Material: 4\n"
     ]
    }
   ],
   "execution_count": 21
  },
  {
   "metadata": {},
   "cell_type": "markdown",
   "source": "在  Temperature: 90，Waveform: 1，Material: 2时，可能取到最小磁芯损耗，在Temperature: 90，Waveform: 1，Material: 4时平均损耗最小",
   "id": "15e9705ebe750b9d"
  },
  {
   "metadata": {},
   "cell_type": "code",
   "outputs": [],
   "execution_count": null,
   "source": "",
   "id": "a0fecfdd74a1d1f5"
  }
 ],
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